I bought that exact frame! I thought I might be able to find glass at the dollar store, but it is an odd shape.
I ended up saving plastic product packaging and cutting it to fit (I used the plastic cover from a Halloween make up kit). I painted it to make it look like a mirror, but it's clear enough to work with art work. Two other options might be to laminate the art work or cover it with clear contact paper.